{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"building_stair\", \"score\": 0.8828125, \"detail\": {\"landmarks\": []}}], \"color\": {\"dominantColorForeground\": \"Grey\", \"dominantColorBackground\": \"Black\", \"dominantColors\": [\"Grey\", \"Black\"], \"accentColor\": \"806C3E\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"train\", \"indoor\", \"platform\", \"track\", \"station\", \"metal\", \"steel\", \"pulling\", \"subway\", \"silver\"], \"captions\": [{\"text\": \"a group of people waiting for a train at a station\", \"confidence\": 0.4625314772129059}]}, \"requestId\": \"47f69095-d04d-4b3c-a594-80cd5224dd7d\", \"metadata\": {\"height\": 925, \"width\": 655, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1.分析远程图像\n",
    "\n",
    "import requests\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "endpoint = \"https://dyx01.cognitiveservices.azure.com/\"\n",
    "subscription_key = \"1876117781cd430c80e40773521f13bb\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint+ \"vision/v3.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://images.unsplash.com/photo-1520121843168-25f75bb5c99a?ixlib=rb-1.2.1&ixid=eyJhcHBfaWQiOjEyMDd9&auto=format&fit=crop&w=655&q=80\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'abstract_', 'score': 0.00390625}, {'name': 'others_', 'score': 0.00390625}, {'name': 'outdoor_', 'score': 0.00390625, 'detail': {'landmarks': []}}, {'name': 'people_', 'score': 0.57421875, 'detail': {'celebrities': []}}], 'color': {'dominantColorForeground': 'Black', 'dominantColorBackground': 'Brown', 'dominantColors': ['Brown'], 'accentColor': '334C98', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['floor', 'person'], 'captions': [{'text': 'a man and a woman sitting on a stone wall with a balloon', 'confidence': 0.353554368019104}]}, 'requestId': '8165c217-59fd-46a6-b3ec-8e07a645a0b3', 'metadata': {'height': 1350, 'width': 1080, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2.分析本地图片\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"/Users/VDYX/Desktop/87717248_108131643983257_4826527421401013647_n.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"1876117781cd430c80e40773521f13bb\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3.生成缩略图\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "thumbnail_url = \"https://dyx01.cognitiveservices.azure.com/\" + \"vision/v3.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://images.unsplash.com/photo-1548681528-6a5c45b66b42?ixlib=rb-1.2.1&ixid=eyJhcHBfaWQiOjEyMDd9&auto=format&fit=crop&w=634&q=80\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"1876117781cd430c80e40773521f13bb\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"running\",\n",
      "    \"createdDateTime\": \"2020-10-23T16:25:39Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-23T16:25:39Z\"\n",
      "}\n",
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-23T16:25:39Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-23T16:25:40Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": 0.6197,\n",
      "                \"width\": 1050,\n",
      "                \"height\": 700,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            309,\n",
      "                            303,\n",
      "                            729,\n",
      "                            306,\n",
      "                            729,\n",
      "                            337,\n",
      "                            309,\n",
      "                            334\n",
      "                        ],\n",
      "                        \"text\": \"YOU'RE NOT LOST\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    312,\n",
      "                                    303,\n",
      "                                    483,\n",
      "                                    305,\n",
      "                                    483,\n",
      "                                    336,\n",
      "                                    311,\n",
      "                                    335\n",
      "                                ],\n",
      "                                \"text\": \"YOU'RE\",\n",
      "                                \"confidence\": 0.983\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    500,\n",
      "                                    305,\n",
      "                                    601,\n",
      "                                    306,\n",
      "                                    601,\n",
      "                                    337,\n",
      "                                    499,\n",
      "                                    336\n",
      "                                ],\n",
      "                                \"text\": \"NOT\",\n",
      "                                \"confidence\": 0.987\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    611,\n",
      "                                    306,\n",
      "                                    729,\n",
      "                                    307,\n",
      "                                    729,\n",
      "                                    338,\n",
      "                                    611,\n",
      "                                    337\n",
      "                                ],\n",
      "                                \"text\": \"LOST\",\n",
      "                                \"confidence\": 0.987\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            358,\n",
      "                            360,\n",
      "                            682,\n",
      "                            364,\n",
      "                            681,\n",
      "                            395,\n",
      "                            358,\n",
      "                            392\n",
      "                        ],\n",
      "                        \"text\": \"YOU'RE HERE\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    361,\n",
      "                                    361,\n",
      "                                    537,\n",
      "                                    363,\n",
      "                                    537,\n",
      "                                    394,\n",
      "                                    361,\n",
      "                                    393\n",
      "                                ],\n",
      "                                \"text\": \"YOU'RE\",\n",
      "                                \"confidence\": 0.983\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    552,\n",
      "                                    363,\n",
      "                                    681,\n",
      "                                    364,\n",
      "                                    681,\n",
      "                                    396,\n",
      "                                    552,\n",
      "                                    394\n",
      "                                ],\n",
      "                                \"text\": \"HERE\",\n",
      "                                \"confidence\": 0.987\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "text_recognition_url = endpoint + \"/vision/v3.0/read/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"https://images.unsplash.com/photo-1543643723-19cc65407699?ixlib=rb-1.2.1&ixid=eyJhcHBfaWQiOjEyMDd9&auto=format&fit=crop&w=1050&q=80\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"1876117781cd430c80e40773521f13bb\"}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0, 0.0, 1.0)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 5.提取文本（OCR API）\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "ocr_url = endpoint + \"vision/v3.1/ocr\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://images.unsplash.com/photo-1543643723-19cc65407699?ixlib=rb-1.2.1&ixid=eyJhcHBfaWQiOjEyMDd9&auto=format&fit=crop&w=1050&q=80\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"1876117781cd430c80e40773521f13bb\"}\n",
    "params = {'language': 'unk', 'detectOrientation': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(ocr_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "analysis = response.json()\n",
    "\n",
    "# Extract the word bounding boxes and text.\n",
    "line_infos = [region[\"lines\"] for region in analysis[\"regions\"]]\n",
    "word_infos = []\n",
    "for line in line_infos:\n",
    "    for word_metadata in line:\n",
    "        for word_info in word_metadata[\"words\"]:\n",
    "            word_infos.append(word_info)\n",
    "word_infos\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "plt.figure(figsize=(5, 5))\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image, alpha=0.5)\n",
    "for word in word_infos:\n",
    "    bbox = [int(num) for num in word[\"boundingBox\"].split(\",\")]\n",
    "    text = word[\"text\"]\n",
    "    origin = (bbox[0], bbox[1])\n",
    "    patch = Rectangle(origin, bbox[2], bbox[3],\n",
    "                      fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(origin[0], origin[1], text, fontsize=20, weight=\"bold\", va=\"top\")\n",
    "plt.show()\n",
    "plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'landmarks': [{'name': 'Hohenzollern Castle', 'confidence': 0.9999966621398926}]}, 'requestId': '7e0ccfb3-7b0d-40eb-b31c-9438fc24f439', 'metadata': {'height': 701, 'width': 1050, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 6.使用域模型\n",
    "\n",
    "#6.1 地标\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "landmark_analyze_url = endpoint + \"vision/v3.1/models/landmarks/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://images.unsplash.com/photo-1524397057410-1e775ed476f3?ixlib=rb-1.2.1&ixid=eyJhcHBfaWQiOjF9&auto=format&fit=crop&w=1050&q=80\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"1876117781cd430c80e40773521f13bb\"}\n",
    "params = {'model': 'landmarks'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    landmark_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant landmark for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"landmarks\"] is not []\n",
    "print(analysis)\n",
    "landmark_name = analysis[\"result\"][\"landmarks\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the landmark name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(landmark_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'celebrities': [{'name': 'Jack Ma', 'confidence': 0.9999250173568726, 'faceRectangle': {'left': 304, 'top': 194, 'width': 212, 'height': 212}}]}, 'requestId': 'd13e22a8-e443-4c43-afe3-fed4126ba529', 'metadata': {'height': 1164, 'width': 800, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 6.2 名人\n",
    "\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Replace <Subscription Key> with your valid subscription key.\n",
    "subscription_key = \"1876117781cd430c80e40773521f13bb\"\n",
    "assert subscription_key\n",
    "\n",
    "vision_base_url = \"https://dyx01.cognitiveservices.azure.com/vision/v2.1/\"\n",
    "\n",
    "celebrity_analyze_url = vision_base_url + \"models/celebrities/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://bkimg.cdn.bcebos.com/pic/0bd162d9f2d3572c257447038f13632763d0c35f?x-bce-process=image/watermark,image_d2F0ZXIvYmFpa2UxNTA=,g_7,xp_5,yp_5\"\n",
    "\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'celebrities'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    celebrity_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant celebrity for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"celebrities\"] is not []\n",
    "print(analysis)\n",
    "celebrity_name = analysis[\"result\"][\"celebrities\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the celebrity name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(celebrity_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
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    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
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   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
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